Dataset statistics
| Number of variables | 10 |
|---|---|
| Number of observations | 132860 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 24.2 MiB |
| Average record size in memory | 191.0 B |
Variable types
| DateTime | 1 |
|---|---|
| Numeric | 8 |
| Text | 1 |
tavg is highly overall correlated with tmax and 1 other fields | High correlation |
tmax is highly overall correlated with tavg and 1 other fields | High correlation |
tmin is highly overall correlated with tavg and 1 other fields | High correlation |
tmin has 2299 (1.7%) zeros | Zeros |
prcp has 87434 (65.8%) zeros | Zeros |
snow has 128348 (96.6%) zeros | Zeros |
Reproduction
| Analysis started | 2024-06-17 11:54:04.063209 |
|---|---|
| Analysis finished | 2024-06-17 11:54:08.827965 |
| Duration | 4.76 seconds |
| Software version | ydata-profiling v4.8.3 |
| Download configuration | config.json |
time
Date
| Distinct | 365 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.0 MiB |
| Minimum | 2023-01-01 00:00:00 |
|---|---|
| Maximum | 2023-12-31 00:00:00 |
Histogram with fixed size bins (bins=50)
tavg
Real number (ℝ)
HIGH CORRELATION 
| Distinct | 798 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 14.042641 |
| Minimum | -39.1 |
|---|---|
| Maximum | 42.2 |
| Zeros | 208 |
| Zeros (%) | 0.2% |
| Negative | 13875 |
| Negative (%) | 10.4% |
| Memory size | 1.0 MiB |
Quantile statistics
| Minimum | -39.1 |
|---|---|
| 5-th percentile | -4.1 |
| Q1 | 6.3 |
| median | 15.4 |
| Q3 | 22.5 |
| 95-th percentile | 28.9 |
| Maximum | 42.2 |
| Range | 81.3 |
| Interquartile range (IQR) | 16.2 |
Descriptive statistics
| Standard deviation | 10.672859 |
|---|---|
| Coefficient of variation (CV) | 0.76003217 |
| Kurtosis | -0.073791662 |
| Mean | 14.042641 |
| Median Absolute Deviation (MAD) | 7.9 |
| Skewness | -0.51108309 |
| Sum | 1865705.3 |
| Variance | 113.90992 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 22.9 | 565 | 0.4% |
| 22.3 | 557 | 0.4% |
| 23.1 | 556 | 0.4% |
| 21.8 | 548 | 0.4% |
| 22.6 | 544 | 0.4% |
| 22.8 | 542 | 0.4% |
| 20.6 | 542 | 0.4% |
| 24.2 | 538 | 0.4% |
| 20.3 | 537 | 0.4% |
| 21.4 | 536 | 0.4% |
| Other values (788) | 127395 |
| Value | Count | Frequency (%) |
| -39.1 | 1 | |
| -36.7 | 1 | |
| -36.4 | 1 | |
| -36 | 1 | |
| -35.6 | 1 | |
| -35.2 | 2 | |
| -35 | 1 | |
| -34.8 | 1 | |
| -34.6 | 1 | |
| -34.3 | 1 |
| Value | Count | Frequency (%) |
| 42.2 | 4 | |
| 41.3 | 2 | < 0.1% |
| 41.1 | 2 | < 0.1% |
| 40.9 | 2 | < 0.1% |
| 40.7 | 2 | < 0.1% |
| 40.6 | 2 | < 0.1% |
| 40.4 | 4 | |
| 40.3 | 9 | |
| 40.2 | 7 | |
| 39.9 | 4 |
tmin
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 674 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 8.6998325 |
| Minimum | -76 |
|---|---|
| Maximum | 37.2 |
| Zeros | 2299 |
| Zeros (%) | 1.7% |
| Negative | 27827 |
| Negative (%) | 20.9% |
| Memory size | 1.0 MiB |
Quantile statistics
| Minimum | -76 |
|---|---|
| 5-th percentile | -9.105 |
| Q1 | 1.1 |
| median | 9.4 |
| Q3 | 17.2 |
| 95-th percentile | 24.4 |
| Maximum | 37.2 |
| Range | 113.2 |
| Interquartile range (IQR) | 16.1 |
Descriptive statistics
| Standard deviation | 10.680441 |
|---|---|
| Coefficient of variation (CV) | 1.2276606 |
| Kurtosis | 0.041017651 |
| Mean | 8.6998325 |
| Median Absolute Deviation (MAD) | 7.8 |
| Skewness | -0.45497794 |
| Sum | 1155859.8 |
| Variance | 114.07183 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 10 | 2700 | 2.0% |
| 11.7 | 2392 | 1.8% |
| 15 | 2376 | 1.8% |
| 0 | 2299 | 1.7% |
| 13.9 | 2286 | 1.7% |
| 12.2 | 2277 | 1.7% |
| 14.4 | 2204 | 1.7% |
| 13.3 | 2191 | 1.6% |
| 10.6 | 2191 | 1.6% |
| 8.3 | 2162 | 1.6% |
| Other values (664) | 109782 |
| Value | Count | Frequency (%) |
| -76 | 1 | < 0.1% |
| -41.1 | 1 | < 0.1% |
| -40.6 | 1 | < 0.1% |
| -40 | 2 | |
| -39 | 4 | |
| -38.9 | 1 | < 0.1% |
| -38.8 | 1 | < 0.1% |
| -38.3 | 1 | < 0.1% |
| -38.2 | 1 | < 0.1% |
| -38 | 2 |
| Value | Count | Frequency (%) |
| 37.2 | 1 | < 0.1% |
| 36.1 | 2 | < 0.1% |
| 35.6 | 2 | < 0.1% |
| 35 | 6 | < 0.1% |
| 34.4 | 8 | < 0.1% |
| 33.9 | 20 | |
| 33.3 | 13 | |
| 33 | 1 | < 0.1% |
| 32.9 | 1 | < 0.1% |
| 32.8 | 18 |
tmax
Real number (ℝ)
HIGH CORRELATION 
| Distinct | 675 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 19.617149 |
| Minimum | -35 |
|---|---|
| Maximum | 50 |
| Zeros | 827 |
| Zeros (%) | 0.6% |
| Negative | 6290 |
| Negative (%) | 4.7% |
| Memory size | 1.0 MiB |
Quantile statistics
| Minimum | -35 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 11.7 |
| median | 21.2 |
| Q3 | 28.9 |
| 95-th percentile | 35 |
| Maximum | 50 |
| Range | 85 |
| Interquartile range (IQR) | 17.2 |
Descriptive statistics
| Standard deviation | 11.392223 |
|---|---|
| Coefficient of variation (CV) | 0.58072775 |
| Kurtosis | -0.191582 |
| Mean | 19.617149 |
| Median Absolute Deviation (MAD) | 8.2 |
| Skewness | -0.52030681 |
| Sum | 2606334.5 |
| Variance | 129.78275 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 30 | 2943 | 2.2% |
| 28.3 | 2760 | 2.1% |
| 29.4 | 2656 | 2.0% |
| 27.8 | 2639 | 2.0% |
| 28.9 | 2638 | 2.0% |
| 27.2 | 2616 | 2.0% |
| 25 | 2522 | 1.9% |
| 30.6 | 2439 | 1.8% |
| 26.7 | 2429 | 1.8% |
| 26.1 | 2390 | 1.8% |
| Other values (665) | 106828 |
| Value | Count | Frequency (%) |
| -35 | 1 | < 0.1% |
| -33.3 | 2 | |
| -32.8 | 1 | < 0.1% |
| -32 | 1 | < 0.1% |
| -31.7 | 1 | < 0.1% |
| -31.1 | 2 | |
| -30 | 4 | |
| -29.4 | 1 | < 0.1% |
| -29 | 1 | < 0.1% |
| -28.9 | 2 |
| Value | Count | Frequency (%) |
| 50 | 1 | < 0.1% |
| 48.9 | 1 | < 0.1% |
| 48.3 | 6 | < 0.1% |
| 48 | 1 | < 0.1% |
| 47.8 | 12 | |
| 47.2 | 5 | < 0.1% |
| 47 | 1 | < 0.1% |
| 46.7 | 21 | |
| 46.1 | 23 | |
| 46 | 2 | < 0.1% |
prcp
Real number (ℝ)
ZEROS 
| Distinct | 812 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.5206044 |
| Minimum | 0 |
|---|---|
| Maximum | 571.5 |
| Zeros | 87434 |
| Zeros (%) | 65.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.0 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 1 |
| 95-th percentile | 14.7 |
| Maximum | 571.5 |
| Range | 571.5 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 7.9157547 |
|---|---|
| Coefficient of variation (CV) | 3.1404193 |
| Kurtosis | 298.08058 |
| Mean | 2.5206044 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 9.616785 |
| Sum | 334887.5 |
| Variance | 62.659172 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 87434 | |
| 0.3 | 3962 | 3.0% |
| 0.5 | 2477 | 1.9% |
| 0.8 | 1864 | 1.4% |
| 1 | 1456 | 1.1% |
| 1.3 | 1242 | 0.9% |
| 1.5 | 1048 | 0.8% |
| 1.8 | 1015 | 0.8% |
| 0.2 | 898 | 0.7% |
| 2 | 802 | 0.6% |
| Other values (802) | 30662 | 23.1% |
| Value | Count | Frequency (%) |
| 0 | 87434 | |
| 0.1 | 792 | 0.6% |
| 0.15 | 2 | < 0.1% |
| 0.2 | 898 | 0.7% |
| 0.25 | 1 | < 0.1% |
| 0.3 | 3962 | 3.0% |
| 0.35 | 1 | < 0.1% |
| 0.4 | 566 | 0.4% |
| 0.45 | 2 | < 0.1% |
| 0.5 | 2477 | 1.9% |
| Value | Count | Frequency (%) |
| 571.5 | 1 | < 0.1% |
| 316.7 | 1 | < 0.1% |
| 282.7 | 1 | < 0.1% |
| 242.1 | 1 | < 0.1% |
| 225 | 1 | < 0.1% |
| 204.5 | 1 | < 0.1% |
| 191.3 | 1 | < 0.1% |
| 177.8 | 1 | < 0.1% |
| 176.5 | 1 | < 0.1% |
| 169.9 | 3 |
snow
Real number (ℝ)
ZEROS 
| Distinct | 89 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6.810131 |
| Minimum | 0 |
|---|---|
| Maximum | 1780 |
| Zeros | 128348 |
| Zeros (%) | 96.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.0 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 1780 |
| Range | 1780 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 50.935283 |
|---|---|
| Coefficient of variation (CV) | 7.4793397 |
| Kurtosis | 146.63919 |
| Mean | 6.810131 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 10.646904 |
| Sum | 904794 |
| Variance | 2594.4031 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 128348 | |
| 30 | 800 | 0.6% |
| 50 | 483 | 0.4% |
| 80 | 337 | 0.3% |
| 100 | 302 | 0.2% |
| 130 | 259 | 0.2% |
| 180 | 181 | 0.1% |
| 150 | 179 | 0.1% |
| 300 | 144 | 0.1% |
| 250 | 136 | 0.1% |
| Other values (79) | 1691 | 1.3% |
| Value | Count | Frequency (%) |
| 0 | 128348 | |
| 10 | 7 | < 0.1% |
| 20 | 7 | < 0.1% |
| 25 | 49 | < 0.1% |
| 30 | 800 | 0.6% |
| 40 | 4 | < 0.1% |
| 50 | 483 | 0.4% |
| 51 | 28 | < 0.1% |
| 60 | 2 | < 0.1% |
| 70 | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| 1780 | 1 | < 0.1% |
| 1520 | 5 | < 0.1% |
| 1270 | 1 | < 0.1% |
| 940 | 2 | < 0.1% |
| 910 | 2 | < 0.1% |
| 890 | 8 | |
| 860 | 6 | |
| 840 | 14 | |
| 810 | 14 | |
| 790 | 10 |
wdir
Real number (ℝ)
| Distinct | 507 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 188.68604 |
| Minimum | 0 |
|---|---|
| Maximum | 360 |
| Zeros | 598 |
| Zeros (%) | 0.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.0 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 11 |
| Q1 | 79 |
| median | 197 |
| Q3 | 297 |
| 95-th percentile | 349 |
| Maximum | 360 |
| Range | 360 |
| Interquartile range (IQR) | 218 |
Descriptive statistics
| Standard deviation | 114.6291 |
|---|---|
| Coefficient of variation (CV) | 0.60751234 |
| Kurtosis | -1.3637998 |
| Mean | 188.68604 |
| Median Absolute Deviation (MAD) | 108 |
| Skewness | -0.13140983 |
| Sum | 25068828 |
| Variance | 13139.83 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 352 | 678 | 0.5% |
| 342 | 627 | 0.5% |
| 340 | 626 | 0.5% |
| 346 | 623 | 0.5% |
| 336 | 615 | 0.5% |
| 355 | 614 | 0.5% |
| 350 | 614 | 0.5% |
| 2 | 613 | 0.5% |
| 344 | 611 | 0.5% |
| 345 | 611 | 0.5% |
| Other values (497) | 126628 |
| Value | Count | Frequency (%) |
| 0 | 598 | |
| 1 | 591 | |
| 2 | 613 | |
| 3 | 550 | |
| 4 | 571 | |
| 5 | 556 | |
| 6 | 552 | |
| 7 | 552 | |
| 8 | 537 | |
| 9 | 562 |
| Value | Count | Frequency (%) |
| 360 | 44 | < 0.1% |
| 359 | 600 | |
| 358 | 576 | |
| 357 | 603 | |
| 356 | 581 | |
| 355 | 614 | |
| 354 | 557 | |
| 353 | 602 | |
| 352 | 678 | |
| 351 | 584 |
wspd
Real number (ℝ)
| Distinct | 517 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 12.424556 |
| Minimum | 0 |
|---|---|
| Maximum | 78.3 |
| Zeros | 34 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.0 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 4.3 |
| Q1 | 7.9 |
| median | 11.3 |
| Q3 | 15.7 |
| 95-th percentile | 24.1 |
| Maximum | 78.3 |
| Range | 78.3 |
| Interquartile range (IQR) | 7.8 |
Descriptive statistics
| Standard deviation | 6.2112607 |
|---|---|
| Coefficient of variation (CV) | 0.49991812 |
| Kurtosis | 1.9571992 |
| Mean | 12.424556 |
| Median Absolute Deviation (MAD) | 3.7 |
| Skewness | 1.0698663 |
| Sum | 1650726.5 |
| Variance | 38.579759 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 9.4 | 3301 | 2.5% |
| 10.8 | 2787 | 2.1% |
| 7.9 | 2632 | 2.0% |
| 12.2 | 2532 | 1.9% |
| 11.2 | 2362 | 1.8% |
| 13.7 | 2189 | 1.6% |
| 7.6 | 2142 | 1.6% |
| 10.1 | 2119 | 1.6% |
| 8.6 | 2113 | 1.6% |
| 9.7 | 2096 | 1.6% |
| Other values (507) | 108587 |
| Value | Count | Frequency (%) |
| 0 | 34 | |
| 0.2 | 11 | < 0.1% |
| 0.3 | 7 | < 0.1% |
| 0.4 | 35 | |
| 0.5 | 9 | < 0.1% |
| 0.6 | 4 | < 0.1% |
| 0.7 | 67 | |
| 0.8 | 13 | < 0.1% |
| 0.9 | 13 | < 0.1% |
| 1 | 13 | < 0.1% |
| Value | Count | Frequency (%) |
| 78.3 | 1 | |
| 66.6 | 1 | |
| 62.3 | 1 | |
| 60.8 | 1 | |
| 59.4 | 1 | |
| 59.3 | 1 | |
| 56.9 | 1 | |
| 56.2 | 1 | |
| 55.8 | 1 | |
| 55.4 | 2 |
pres
Real number (ℝ)
| Distinct | 773 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1015.6504 |
| Minimum | 964.3 |
|---|---|
| Maximum | 1051 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.0 MiB |
Quantile statistics
| Minimum | 964.3 |
|---|---|
| 5-th percentile | 1005 |
| Q1 | 1011.6 |
| median | 1015.4 |
| Q3 | 1019.7 |
| 95-th percentile | 1027.4 |
| Maximum | 1051 |
| Range | 86.7 |
| Interquartile range (IQR) | 8.1 |
Descriptive statistics
| Standard deviation | 6.9445985 |
|---|---|
| Coefficient of variation (CV) | 0.0068375878 |
| Kurtosis | 1.6793718 |
| Mean | 1015.6504 |
| Median Absolute Deviation (MAD) | 4.1 |
| Skewness | -0.18209675 |
| Sum | 1.3493931 × 108 |
| Variance | 48.227449 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1014.4 | 992 | 0.7% |
| 1014.9 | 978 | 0.7% |
| 1013.9 | 972 | 0.7% |
| 1015.5 | 958 | 0.7% |
| 1014.2 | 957 | 0.7% |
| 1013.8 | 944 | 0.7% |
| 1013.4 | 943 | 0.7% |
| 1015.3 | 941 | 0.7% |
| 1014.5 | 935 | 0.7% |
| 1015.8 | 929 | 0.7% |
| Other values (763) | 123311 |
| Value | Count | Frequency (%) |
| 964.3 | 1 | |
| 964.7 | 1 | |
| 967.7 | 1 | |
| 968.6 | 1 | |
| 969.8 | 1 | |
| 970.1 | 1 | |
| 971 | 1 | |
| 971.2 | 1 | |
| 971.5 | 1 | |
| 971.7 | 1 |
| Value | Count | Frequency (%) |
| 1051 | 1 | |
| 1049.2 | 1 | |
| 1047.2 | 1 | |
| 1047.1 | 1 | |
| 1046.9 | 1 | |
| 1046.1 | 2 | |
| 1045.8 | 1 | |
| 1045.7 | 1 | |
| 1045.3 | 1 | |
| 1044.6 | 1 |
airport_id
Text
| Distinct | 364 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.6 MiB |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 398580 |
|---|---|
| Distinct characters | 26 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | ABE |
|---|---|
| 2nd row | ABE |
| 3rd row | ABE |
| 4th row | ABE |
| 5th row | ABE |
| Value | Count | Frequency (%) |
| abe | 365 | 0.3% |
| atl | 365 | 0.3% |
| abr | 365 | 0.3% |
| aby | 365 | 0.3% |
| ack | 365 | 0.3% |
| act | 365 | 0.3% |
| acv | 365 | 0.3% |
| acy | 365 | 0.3% |
| adk | 365 | 0.3% |
| adq | 365 | 0.3% |
| Other values (354) | 129210 |
Most occurring characters
| Value | Count | Frequency (%) |
| S | 32485 | 8.2% |
| A | 30660 | 7.7% |
| C | 24455 | 6.1% |
| L | 24090 | 6.0% |
| T | 22630 | 5.7% |
| B | 21900 | 5.5% |
| M | 21535 | 5.4% |
| R | 19345 | 4.9% |
| P | 18250 | 4.6% |
| I | 17885 | 4.5% |
| Other values (16) | 165345 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 398580 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| S | 32485 | 8.2% |
| A | 30660 | 7.7% |
| C | 24455 | 6.1% |
| L | 24090 | 6.0% |
| T | 22630 | 5.7% |
| B | 21900 | 5.5% |
| M | 21535 | 5.4% |
| R | 19345 | 4.9% |
| P | 18250 | 4.6% |
| I | 17885 | 4.5% |
| Other values (16) | 165345 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 398580 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| S | 32485 | 8.2% |
| A | 30660 | 7.7% |
| C | 24455 | 6.1% |
| L | 24090 | 6.0% |
| T | 22630 | 5.7% |
| B | 21900 | 5.5% |
| M | 21535 | 5.4% |
| R | 19345 | 4.9% |
| P | 18250 | 4.6% |
| I | 17885 | 4.5% |
| Other values (16) | 165345 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 398580 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| S | 32485 | 8.2% |
| A | 30660 | 7.7% |
| C | 24455 | 6.1% |
| L | 24090 | 6.0% |
| T | 22630 | 5.7% |
| B | 21900 | 5.5% |
| M | 21535 | 5.4% |
| R | 19345 | 4.9% |
| P | 18250 | 4.6% |
| I | 17885 | 4.5% |
| Other values (16) | 165345 |
| prcp | pres | snow | tavg | tmax | tmin | wdir | wspd | |
|---|---|---|---|---|---|---|---|---|
| prcp | 1.000 | -0.260 | 0.018 | -0.021 | -0.113 | 0.070 | -0.086 | 0.139 |
| pres | -0.260 | 1.000 | 0.025 | -0.269 | -0.237 | -0.276 | -0.056 | -0.224 |
| snow | 0.018 | 0.025 | 1.000 | -0.276 | -0.275 | -0.268 | 0.021 | 0.039 |
| tavg | -0.021 | -0.269 | -0.276 | 1.000 | 0.970 | 0.969 | -0.104 | -0.048 |
| tmax | -0.113 | -0.237 | -0.275 | 0.970 | 1.000 | 0.899 | -0.086 | -0.099 |
| tmin | 0.070 | -0.276 | -0.268 | 0.969 | 0.899 | 1.000 | -0.123 | -0.020 |
| wdir | -0.086 | -0.056 | 0.021 | -0.104 | -0.086 | -0.123 | 1.000 | 0.004 |
| wspd | 0.139 | -0.224 | 0.039 | -0.048 | -0.099 | -0.020 | 0.004 | 1.000 |
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
| time | tavg | tmin | tmax | prcp | snow | wdir | wspd | pres | airport_id | |
|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 2023-01-01 | 8.1 | 2.2 | 11.7 | 0.0 | 0.0 | 278.0 | 9.7 | 1013.8 | ABE |
| 1 | 2023-01-02 | 5.4 | 0.0 | 11.7 | 0.0 | 0.0 | 353.0 | 3.6 | 1019.6 | ABE |
| 2 | 2023-01-03 | 8.4 | 7.2 | 9.4 | 15.2 | 0.0 | 50.0 | 5.0 | 1013.9 | ABE |
| 3 | 2023-01-04 | 11.1 | 6.7 | 17.2 | 0.0 | 0.0 | 302.0 | 4.7 | 1009.8 | ABE |
| 4 | 2023-01-05 | 12.7 | 6.7 | 14.4 | 7.9 | 0.0 | 292.0 | 7.2 | 1013.0 | ABE |
| 5 | 2023-01-06 | 5.8 | 2.8 | 7.2 | 5.8 | 0.0 | 308.0 | 9.0 | 1016.6 | ABE |
| 6 | 2023-01-07 | 3.8 | 1.7 | 6.7 | 0.0 | 0.0 | 285.0 | 11.2 | 1022.2 | ABE |
| 7 | 2023-01-08 | 2.2 | -2.7 | 3.9 | 0.0 | 0.0 | 346.0 | 6.8 | 1024.5 | ABE |
| 8 | 2023-01-09 | 2.3 | -1.0 | 5.0 | 0.0 | 0.0 | 271.0 | 11.9 | 1015.2 | ABE |
| 9 | 2023-01-10 | 1.9 | -1.6 | 4.4 | 0.0 | 0.0 | 250.0 | 9.4 | 1017.4 | ABE |
| time | tavg | tmin | tmax | prcp | snow | wdir | wspd | pres | airport_id | |
|---|---|---|---|---|---|---|---|---|---|---|
| 132850 | 2023-12-22 | 14.4 | 12.0 | 16.1 | 8.6 | 0.0 | 53.0 | 13.9 | 1012.8 | YUM |
| 132851 | 2023-12-23 | 13.8 | 9.0 | 18.3 | 1.2 | 0.0 | 49.0 | 4.2 | 1014.9 | YUM |
| 132852 | 2023-12-24 | 14.0 | 10.0 | 18.9 | 0.0 | 0.0 | 16.0 | 7.5 | 1019.4 | YUM |
| 132853 | 2023-12-25 | 13.1 | 8.4 | 18.3 | 0.0 | 0.0 | 0.0 | 9.4 | 1020.5 | YUM |
| 132854 | 2023-12-26 | 12.8 | 8.0 | 19.4 | 0.0 | 0.0 | 11.0 | 8.4 | 1020.3 | YUM |
| 132855 | 2023-12-27 | 12.2 | 6.7 | 17.6 | 0.0 | 0.0 | 30.0 | 9.6 | 1021.0 | YUM |
| 132856 | 2023-12-28 | 12.8 | 6.7 | 21.0 | 0.0 | 0.0 | 12.0 | 11.1 | 1020.6 | YUM |
| 132857 | 2023-12-29 | 13.6 | 7.0 | 20.2 | 0.0 | 0.0 | 22.0 | 13.7 | 1020.0 | YUM |
| 132858 | 2023-12-30 | 13.6 | 7.0 | 21.0 | 0.0 | 0.0 | 337.0 | 11.2 | 1016.5 | YUM |
| 132859 | 2023-12-31 | 12.8 | 8.0 | 19.0 | 0.0 | 0.0 | 33.0 | 9.5 | 1019.0 | YUM |